A review and meta-analysis of machine intelligence approaches for mental health issues and depression detection
Journal: International Journal of Advanced Technology and Engineering Exploration (IJATEE) (Vol.8, No. 83)Publication Date: 2021-10-01
Authors : Ravita Chahar Ashutosh Kumar Dubey; Sushil Kumar Narang;
Page : 1279-1314
Keywords : Machine intelligence; Machine learning; Deep learning; Mental health issues; Depression detection.;
Abstract
Cases of mental health issues are increasing continuously and have sped up due to COVID-19. There are high chances of developing mental health issues such as depression, anxiety, schizophrenia, and dementia after 2–3 months of COVID-19 diagnosis. In this paper, a review and meta-analysis of machine intelligence approaches—namely, machine learning, deep learning (deep learning with hybrid boosting), and machine vision methods—for mental health issues and depression detection were presented. Meta-analysis was performed in four parts. The first part focused on the publication trends, criteria for inclusion and exclusion, and the current methodological scenario. The second part was intended for the methods and their advantages and limitations. It covered mental health issues and depression detection techniques along with the challenges. The third part focused on the discussion and applicability of datasets. The fourth part focused on the complete analysis and discussion along with suggestive measures; moreover, it covered the overall analysis, including the methodological impact, result impact, current trends, and some suggestions based on the limitations and challenges.
Other Latest Articles
- CLINICAL PROCEDURE OF IMMEDIATE DENTIN SEALING FOR INDIRECT BONDED RESTORATION
- Performance evaluation of compressed laterite blocks stabilised with cement and gum Arabic
- LEADERSHIP SCOLAIRE DURANT LA PANDEMIE DE COVID-19
- Relevancia de la quimiotaxis bacteriana para la colonización e infección de plantas
- Aprovechamiento de lactosueros generados en queserías artesanales para la producción de proteína unicelular enriquecida (PUC+PP) y probióticos
Last modified: 2022-01-01 16:41:50